{"id":"https://openalex.org/W4403101805","doi":"https://doi.org/10.1080/00207543.2024.2399713","title":"Towards trustworthy AI for link prediction in supply chain knowledge graph: a neurosymbolic reasoning approach","display_name":"Towards trustworthy AI for link prediction in supply chain knowledge graph: a neurosymbolic reasoning approach","publication_year":2024,"publication_date":"2024-10-03","ids":{"openalex":"https://openalex.org/W4403101805","doi":"https://doi.org/10.1080/00207543.2024.2399713"},"language":"en","primary_location":{"id":"doi:10.1080/00207543.2024.2399713","is_oa":true,"landing_page_url":"https://doi.org/10.1080/00207543.2024.2399713","pdf_url":null,"source":{"id":"https://openalex.org/S65690446","display_name":"International Journal of Production Research","issn_l":"0020-7543","issn":["0020-7543","1366-588X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Production Research","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://doi.org/10.1080/00207543.2024.2399713","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5052681293","display_name":"Edward Elson Kosasih","orcid":"https://orcid.org/0000-0001-5293-2641"},"institutions":[{"id":"https://openalex.org/I241749","display_name":"University of Cambridge","ror":"https://ror.org/013meh722","country_code":"GB","type":"education","lineage":["https://openalex.org/I241749"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"Edward Elson Kosasih","raw_affiliation_strings":["University of Cambridge","Supply Chain AI Lab, Institute for Manufacturing, Department of Engineering, University of Cambridge, Cambridge, UK"],"affiliations":[{"raw_affiliation_string":"University of Cambridge","institution_ids":["https://openalex.org/I241749"]},{"raw_affiliation_string":"Supply Chain AI Lab, Institute for Manufacturing, Department of Engineering, University of Cambridge, Cambridge, UK","institution_ids":["https://openalex.org/I241749"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5075872953","display_name":"Alexandra Brintrup","orcid":"https://orcid.org/0000-0002-4189-2434"},"institutions":[{"id":"https://openalex.org/I125680101","display_name":"Turing Institute","ror":"https://ror.org/02x2mw849","country_code":"GB","type":"facility","lineage":["https://openalex.org/I125680101"]},{"id":"https://openalex.org/I241749","display_name":"University of Cambridge","ror":"https://ror.org/013meh722","country_code":"GB","type":"education","lineage":["https://openalex.org/I241749"]},{"id":"https://openalex.org/I4210128584","display_name":"The Alan Turing Institute","ror":"https://ror.org/035dkdb55","country_code":"GB","type":"facility","lineage":["https://openalex.org/I4210128584"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Alexandra Brintrup","raw_affiliation_strings":["The Alan Turing Institute","University of Cambridge","Supply Chain AI Lab, Institute for Manufacturing, Department of Engineering, University of Cambridge, Cambridge, UK","Data-Centric Engineering, The Alan Turing Institute, London, UK"],"affiliations":[{"raw_affiliation_string":"The Alan Turing Institute","institution_ids":["https://openalex.org/I4210128584"]},{"raw_affiliation_string":"University of Cambridge","institution_ids":["https://openalex.org/I241749"]},{"raw_affiliation_string":"Supply Chain AI Lab, Institute for Manufacturing, Department of Engineering, University of Cambridge, Cambridge, UK","institution_ids":["https://openalex.org/I241749"]},{"raw_affiliation_string":"Data-Centric Engineering, The Alan Turing Institute, London, UK","institution_ids":["https://openalex.org/I125680101","https://openalex.org/I4210128584"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5052681293"],"corresponding_institution_ids":["https://openalex.org/I241749"],"apc_list":null,"apc_paid":null,"fwci":14.0377,"has_fulltext":false,"cited_by_count":26,"citation_normalized_percentile":{"value":0.98821947,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"63","issue":"6","first_page":"2268","last_page":"2290"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11864","display_name":"Supply Chain Resilience and Risk Management","score":0.9927999973297119,"subfield":{"id":"https://openalex.org/subfields/1408","display_name":"Strategy and Management"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T11864","display_name":"Supply Chain Resilience and Risk Management","score":0.9927999973297119,"subfield":{"id":"https://openalex.org/subfields/1408","display_name":"Strategy and Management"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11273","display_name":"Advanced Graph Neural Networks","score":0.95660001039505,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10664","display_name":"Sentiment Analysis and Opinion Mining","score":0.9538000226020813,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/trustworthiness","display_name":"Trustworthiness","score":0.7072311639785767},{"id":"https://openalex.org/keywords/link","display_name":"Link (geometry)","score":0.6165433526039124},{"id":"https://openalex.org/keywords/supply-chain","display_name":"Supply chain","score":0.6035223007202148},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.547954261302948},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.48481622338294983},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.45866858959198},{"id":"https://openalex.org/keywords/knowledge-graph","display_name":"Knowledge graph","score":0.425631582736969},{"id":"https://openalex.org/keywords/knowledge-management","display_name":"Knowledge management","score":0.38549280166625977},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.31381988525390625},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.2002388834953308},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.17935669422149658},{"id":"https://openalex.org/keywords/marketing","display_name":"Marketing","score":0.13020342588424683},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.08064925670623779}],"concepts":[{"id":"https://openalex.org/C153701036","wikidata":"https://www.wikidata.org/wiki/Q659974","display_name":"Trustworthiness","level":2,"score":0.7072311639785767},{"id":"https://openalex.org/C2778753846","wikidata":"https://www.wikidata.org/wiki/Q6554239","display_name":"Link (geometry)","level":2,"score":0.6165433526039124},{"id":"https://openalex.org/C108713360","wikidata":"https://www.wikidata.org/wiki/Q1824206","display_name":"Supply chain","level":2,"score":0.6035223007202148},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.547954261302948},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.48481622338294983},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.45866858959198},{"id":"https://openalex.org/C2987255567","wikidata":"https://www.wikidata.org/wiki/Q33002955","display_name":"Knowledge graph","level":2,"score":0.425631582736969},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.38549280166625977},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.31381988525390625},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.2002388834953308},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.17935669422149658},{"id":"https://openalex.org/C162853370","wikidata":"https://www.wikidata.org/wiki/Q39809","display_name":"Marketing","level":1,"score":0.13020342588424683},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.08064925670623779}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1080/00207543.2024.2399713","is_oa":true,"landing_page_url":"https://doi.org/10.1080/00207543.2024.2399713","pdf_url":null,"source":{"id":"https://openalex.org/S65690446","display_name":"International Journal of Production Research","issn_l":"0020-7543","issn":["0020-7543","1366-588X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Production Research","raw_type":"journal-article"},{"id":"pmh:oai:RePEc:taf:tprsxx:v:63:y:2025:i:6:p:2268-2290","is_oa":false,"landing_page_url":"http://hdl.handle.net/10.1080/00207543.2024.2399713","pdf_url":null,"source":{"id":"https://openalex.org/S4306401271","display_name":"RePEc: Research Papers in Economics","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I77793887","host_organization_name":"Federal Reserve Bank of St. Louis","host_organization_lineage":["https://openalex.org/I77793887"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article"}],"best_oa_location":{"id":"doi:10.1080/00207543.2024.2399713","is_oa":true,"landing_page_url":"https://doi.org/10.1080/00207543.2024.2399713","pdf_url":null,"source":{"id":"https://openalex.org/S65690446","display_name":"International Journal of Production Research","issn_l":"0020-7543","issn":["0020-7543","1366-588X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Production Research","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1803483291","display_name":"Collective Risk Learning for Supply Chain Disruption Preparedness","funder_award_id":"EP/W019868/1","funder_id":"https://openalex.org/F4320334627","funder_display_name":"Engineering and Physical Sciences Research Council"}],"funders":[{"id":"https://openalex.org/F4320334627","display_name":"Engineering and Physical Sciences Research Council","ror":"https://ror.org/0439y7842"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":68,"referenced_works":["https://openalex.org/W255050742","https://openalex.org/W1958847939","https://openalex.org/W1976950082","https://openalex.org/W2008620264","https://openalex.org/W2034717186","https://openalex.org/W2064465795","https://openalex.org/W2122410182","https://openalex.org/W2128407051","https://openalex.org/W2146095432","https://openalex.org/W2305272723","https://openalex.org/W2514618785","https://openalex.org/W2748141753","https://openalex.org/W2765992545","https://openalex.org/W2772570873","https://openalex.org/W2791238609","https://openalex.org/W2889399096","https://openalex.org/W2913579144","https://openalex.org/W2936909177","https://openalex.org/W2954866906","https://openalex.org/W2967132431","https://openalex.org/W2967372818","https://openalex.org/W2969194307","https://openalex.org/W2974140502","https://openalex.org/W2985060195","https://openalex.org/W2990500587","https://openalex.org/W3004423851","https://openalex.org/W3005444529","https://openalex.org/W3012567678","https://openalex.org/W3018881931","https://openalex.org/W3037471945","https://openalex.org/W3044883031","https://openalex.org/W3048692209","https://openalex.org/W3081086824","https://openalex.org/W3092444168","https://openalex.org/W3100179897","https://openalex.org/W3103409210","https://openalex.org/W3107411582","https://openalex.org/W3111494011","https://openalex.org/W3112406345","https://openalex.org/W3131760540","https://openalex.org/W3137915427","https://openalex.org/W3178602878","https://openalex.org/W3186072170","https://openalex.org/W3192208786","https://openalex.org/W3193062375","https://openalex.org/W3208324058","https://openalex.org/W4205561327","https://openalex.org/W4205835086","https://openalex.org/W4213308398","https://openalex.org/W4220738117","https://openalex.org/W4281400747","https://openalex.org/W4285284571","https://openalex.org/W4285394461","https://openalex.org/W4285730848","https://openalex.org/W4288754149","https://openalex.org/W4288754237","https://openalex.org/W4289637833","https://openalex.org/W4290948420","https://openalex.org/W4296086635","https://openalex.org/W4306688619","https://openalex.org/W4311080256","https://openalex.org/W4318681147","https://openalex.org/W4319833065","https://openalex.org/W4388971978","https://openalex.org/W4389775256","https://openalex.org/W4391913736","https://openalex.org/W4401408854","https://openalex.org/W6805481782"],"related_works":["https://openalex.org/W1518185400","https://openalex.org/W2076536433","https://openalex.org/W3200586296","https://openalex.org/W4230332972","https://openalex.org/W90316445","https://openalex.org/W1998033311","https://openalex.org/W4247322236","https://openalex.org/W4231165741","https://openalex.org/W1762272577","https://openalex.org/W4206960768"],"abstract_inverted_index":{"Modern":[0],"supply":[1,46],"chains":[2],"are":[3],"complex":[4],"and":[5,125,152,162],"interlinked,":[6],"resulting":[7],"in":[8,44,52,85,94,115,145],"increased":[9],"network":[10],"risk":[11],"exposure":[12],"for":[13],"companies.":[14],"Digital":[15],"Supply":[16],"Chain":[17],"Surveillance":[18],"(DSCS)":[19],"has":[20,48],"emerged":[21],"as":[22],"a":[23,34,95,106,121],"practice":[24,86],"to":[25,40,72],"proactively":[26],"monitor":[27],"these":[28,83],"risks.":[29],"Within":[30],"DSCS,":[31],"link":[32],"prediction,":[33],"particular":[35],"task":[36],"whose":[37],"objective":[38],"is":[39,133],"identify":[41],"hidden":[42],"relationships":[43],"the":[45,53,150],"chain,":[47],"been":[49,59],"increasingly":[50],"studied":[51],"literature.":[54],"While":[55],"many":[56],"approaches":[57],"have":[58,66,92],"proposed,":[60],"machine":[61],"learning":[62,124],"(ML)":[63],"based":[64,110],"techniques":[65],"recently":[67],"gained":[68],"wider":[69],"attention":[70],"due":[71],"their":[73],"state-of-the-art":[74,139],"performance":[75],"across":[76],"different":[77],"benchmark":[78,147],"datasets.":[79],"However,":[80],"adoption":[81],"of":[82,97],"technologies":[84],"remains":[87],"difficult.":[88],"Their":[89],"black-box":[90],"nature":[91],"resulted":[93],"lack":[96],"trustworthiness":[98],"among":[99],"practitioners.":[100],"In":[101],"this":[102],"paper,":[103],"we":[104],"design":[105],"trustworthy":[107],"ML":[108],"approach":[109,132],"on":[111,136,149,160],"recent":[112],"theoretical":[113],"development":[114],"neurosymbolic":[116],"AI":[117],"methods":[118],"that":[119,130],"enables":[120],"more":[122],"transparent":[123],"reasoning":[126],"process.":[127],"We":[128],"find":[129],"our":[131],"not":[134],"only":[135],"par":[137],"with":[138],"black":[140],"box":[141],"models":[142],"when":[143],"tested":[144],"two":[146],"datasets":[148],"automotive":[151],"energy":[153],"industry":[154],"but":[155],"also":[156],"addresses":[157],"research":[158],"gaps":[159],"explainability":[161],"complexity":[163],"analysis.":[164]},"counts_by_year":[{"year":2026,"cited_by_count":11},{"year":2025,"cited_by_count":15}],"updated_date":"2026-04-14T08:04:32.555800","created_date":"2025-10-10T00:00:00"}